Table of Contents for: High-dimensional probability : an introd

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High-dimensional probability : an introduction with applications in data science /

Roman Vershynin, University of Michigan.

Book Cover
Author: Vershynin, Roman
Published: Cambridge : Cambridge University Press, 2018.
Series: Cambridge series on statistical and probabilistic mathematics ; 47.
Topics: Probabilities. | Stochastic processes. | Random variables.
Genres: Electronic books.
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Preliminaries on random variables -- Concentration of sums of independent random variables -- Random vectors in high dimensions -- Random matrices -- Concentration without independence -- Quadratic forms, symmetrization and contraction -- Random processes -- Chaining -- Deviations of random matrices and geometric consequences -- Sparse recovery -- Dvoretzky-Milman's theorem.

Table of Contents for: High-dimensional probability : an introd